Collect combinations, not things.
Try writing down five colours encountered on one walk. Avoid their usual names: describe a faded blue door, a warm grey pavement, the green underside of a leaf. The relationships between these colours are often more interesting than any one colour alone.
Take your time. There is always another detail to notice.